Build a Wildfire Claim Evidence Ledger Reconciler and Claimant Explainer
Cross-reference asserted wildfire loss ledgers against burn severity maps located via STAC metadata. Generate reconciled loss summaries and clear claimant communication letters.
What you are building
The core problem, expected build, and operating context for this challenge.
Cross-reference asserted wildfire loss ledgers against burn severity maps located via STAC metadata. Generate reconciled loss summaries and clear claimant communication letters.
Property Claim Adjuster Assistant
Parse claimant loss ledgers detailing destroyed outbuildings, perimeter fencing, and structural components.
Query public STAC catalogs to extract asset URLs for official fire containment and burn severity maps.
Correlate parcel boundary geometry against retrieved map assets to verify spatial impact.
Draft an itemized ledger reconciliation summary and a clear status letter explaining evidence status to the policyholder.
Web portal showing parcel boundaries over satellite burn maps with an interactive claim ledger audit tool.
Query public STAC Item collections to locate map assets, using local mock files for automated unit testing. Starter examples below are synthetic. They are not downloaded records.
STAC specification Extracts asset URLs from STAC Item metadata to locate and retrieve physical maps for spatial containment tests.
semantic-kernel, pystac, shapely, rasterio. Integrates semantic memory and structured plugins to reconcile tabular ledger items against spatial fire map data. Local or cloud LLM supporting structured function plugins and clear, empathetic writing.
Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.
Evaluates whether claimant parcel geometry intersects retrieved map assets located via STAC metadata.
Matches line-item loss entries with verified fire dates and flags incongruous expenses.
Generates compassionate, factual claimant correspondence detailing necessary evidence for flagged items.
```json [ { "input": { "claim_id": "CLM-FIRE-2024-91", "parcel_coordinates": [ [ -121.5, 39.8 ], [ -121.4, 39.8 ], [ -121.4, 39.7 ], [ -121.5, 39.7 ], [ -121.5, 39.8 ] ], "stac_collection": "wildfire-maps", "map_overlap_found": true, "claimed_items": [ { "item": "outbuilding_workshop", "amount_usd": 45000, "documented": true }, { "item": "irrigation_pvc_mains", "amount_usd": 6200, "documented": false } ], "note": "Simplified synthetic app record, not a complete official schema file." }, "expected_output": { "claim_id": "CLM-FIRE-2024-91", "perimeter_match": true, "verified_amount_usd": 45000, "pending_amount_usd": 6200, "claimant_letter": "Parcel spatial overlap with the Complex Fire confirmed via map assets. Workshop claim verified. Please submit photo or invoice documentation for irrigation PVC mains." } }, { "input": { "claim_id": "CLM-FIRE-2024-92", "parcel_coordinates": [ [ -120.1, 38.2 ], [ -120, 38.2 ], [ -120, 38.1 ], [ -120.1, 38.1 ], [ -120.1, 38.2 ] ], "stac_collection": "wildfire-maps", "map_overlap_found": false, "claimed_items": [ { "item": "timber_fencing", "amount_usd": 8000, "documented": true } ], "note": "Simplified synthetic app record, not a complete official schema file." }, "expected_output": { "claim_id": "CLM-FIRE-2024-92", "perimeter_match": false, "verified_amount_usd": 0, "pending_amount_usd": 8000, "claimant_letter": "Map assets located via STAC show no fire encroachment on your parcel. Please provide localized fire incident reports or field adjuster photos." } } ] ```
Drafts reconciliation dossiers for adjuster review; does not issue binding claim approvals or reject legal coverage. Use mock external writes. Require human review before any real deployment.
Participation guide
Drafts reconciliation dossiers for adjuster review; does not issue binding claim approvals or reject legal coverage. Use mock external writes and human review.
How work is evaluated
Evaluates whether claimant parcel geometry intersects retrieved map assets located via STAC metadata. Matches line-item loss entries with verified fire dates and flags incongruous expenses. Generates compassionate, factual claimant correspondence detailing necessary evidence for flagged items.
Runnable source, pinned dependencies, setup commands, working interface, example outputs, recorded demo, tests, and action logs.
Challenge datasets
Public datasets, plus the private datasets you have access to.
How submissions are scored
These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.
Complete workflow
Parse claimant loss ledgers detailing destroyed outbuildings, perimeter fencing, and structural components. Query public STAC catalogs to extract asset URLs for official fire containment and burn severity maps. Correlate parcel boundary geometry against retrieved map assets to verify spatial impact. Draft an itemized ledger reconciliation summary and a clear status letter explaining evidence status to the policyholder.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Evaluates whether claimant parcel geometry intersects retrieved map assets located via STAC metadata. Matches line-item loss entries with verified fire dates and flags incongruous expenses. Generates compassionate, factual claimant correspondence detailing necessary evidence for flagged items.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Web portal showing parcel boundaries over satellite burn maps with an interactive claim ledger audit tool.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Drafts reconciliation dossiers for adjuster review; does not issue binding claim approvals or reject legal coverage.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Parse claimant loss ledgers detailing destroyed outbuildings, perimeter fencing, and structural components.
Query public STAC catalogs to extract asset URLs for official fire containment and burn severity maps.
Correlate parcel boundary geometry against retrieved map assets to verify spatial impact.
Draft an itemized ledger reconciliation summary and a clear status letter explaining evidence status to the policyholder.
Reference links and supporting material
Query public STAC Item collections to locate map assets, using local mock files for automated unit testing. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Semantic Kernel
Agent Systems · Agent Frameworks
Evaluated output
No output checks are configured.
- Parse claimant loss ledgers detailing destroyed outbuildings, perimeter fencing, and structural components....
- Evaluates whether claimant parcel geometry intersects retrieved map assets located via STAC metadata. Match...
- Web portal showing parcel boundaries over satellite burn maps with an interactive claim ledger audit tool.
- 2 public reference cases
- 1 configured tool
Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.
View technical recipe
Configured tools
- Semantic Kernel · Optional
Evaluation contract
- Complete workflow · Weight 40
- Correctness and evidence · Weight 30
- Review interface · Weight 20
- Safe execution · Weight 10
Reference cases
- 2 public reference cases
Workflow tasks
No workflow tasks are configured.
Recipe freeze marker
No recipe freeze time is recorded.